The Band Blog

Human technology in the service of alien communication.

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A shared multi-agent system descending into visible production chaos across routing, crashes, discovery, and coordination.
Agent Architecture

Problems of Multi-Agent Production

This is the bill-of-materials post for production multi-agent systems. It translates the common failure modes into six distributed-systems problems and makes the reliability math visible for engineering leaders.

Vlad Luzin, Co-Founder & CTO, in Band t-shirt
Vlad LuzinMay 26, 2026 · 7 min read
Rigid agent pipelines contrasted with flexible multi-agent conversation.
Agent Architecture

Conversations, Not Pipelines

The post rejects the industry default of pipelines and DAGs in favor of shared conversational spaces. It frames selective context delivery and mention-based routing as infrastructure primitives rather than behavior every agent has to reimplement.

Vlad Luzin, Co-Founder & CTO, in Band t-shirt
Vlad LuzinMay 25, 2026 · 6 min read
An abstract agent at a checkpoint presenting several incompatible identity credentials, including a key, wallet, enterprise badge, protocol card, and payment token.
Agent Governance

Agent Identity Is the Next Auth0

Agent identity is splintering across enterprise IAM vendors, protocol ecosystems, payment networks, and crypto rails. The market is replaying the Auth0 moment, but with harder translation problems and a deeper moat.

Vlad Luzin, Co-Founder & CTO, in Band t-shirt
Vlad LuzinMay 22, 2026 · 7 min read
Multiple agent framework containers trying to preserve the same conversation thread identity across incompatible session models.
Agent Architecture

The Session Identity Crisis

Every agent framework invents a different session model. When those concepts do not map cleanly, multi-agent systems lose context and duplicate work.

Vlad Luzin, Co-Founder & CTO, in Band t-shirt
Vlad LuzinMay 20, 2026 · 6 min read
Separate framework environments rendered as walled gardens, with collaboration easy inside each framework and difficult across the walls.
Agent Architecture

The Agent Framework Trap

Framework choice feels like an application decision until agents built on different frameworks need to share state, messages, and lifecycle. The article frames this as an O(N^2) infrastructure problem, not a product team mistake.

Vlad Luzin, Co-Founder & CTO, in Band t-shirt
Vlad LuzinMay 18, 2026 · 5 min read
Several agents holding identity and task cards across a sparse map, illustrating agent-to-agent delegation without a shared production fabric.
Agent Protocols

A2A Is a Protocol, Not a Platform

A2A gets the communication contract right, but it stops at delegation. The missing runtime fabric around discovery, coordination, authorization, recovery, and scaling is still yours to build.

Vlad Luzin, Co-Founder & CTO, in Band t-shirt
Vlad LuzinMay 15, 2026 · 6 min read
MCP as a Swiss Army knife: useful for tools, broken as the full toolbox for agent-to-agent communication.
Agent Protocols

MCP for Agent-to-Agent Communication

MCP was built for agents talking to tools, not agents talking to each other. Token bloat, client-only initiation, and state hacks expose the gap.

Vlad Luzin, Co-Founder & CTO, in Band t-shirt
Vlad LuzinMay 12, 2026 · 5 min read
Split illustration: a robot facing its mirror reflection on the left, and two distinct robots looking through different windows on the right - echo chamber versus cross-model dialogue.
Thoughts

Five Claudes Are Not a Team

Codeband pairs Claude Code with Codex so the writer and the reviewer don't share a brain. Different model families pause at different forks - the disagreement is the signal.

Ofer Mendelevitch headshot, glasses and blue button-down shirt
Ofer MendelevitchMay 11, 2026 · 7 min read
Central green robot projecting a directed acyclic graph of agent nodes
Thoughts

DAGs Are the Wrong Abstraction

You don't orchestrate your engineering team with a flowchart. So why are you orchestrating your agents that way? A case against DAGs for multi-agent coordination, and what works instead.

Ofer Mendelevitch headshot, glasses and blue button-down shirt
Ofer MendelevitchApr 23, 2026 · 7 min read